llama.cpp How to use 56m/MathQwen_3 with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf 56m/MathQwen_3:Q5_K_M
# Run inference directly in the terminal:
llama cli -hf 56m/MathQwen_3:Q5_K_M
Install from WinGet (Windows)
winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf 56m/MathQwen_3:Q5_K_M
# Run inference directly in the terminal:
llama cli -hf 56m/MathQwen_3:Q5_K_M
Build from source code
git clone https://github.com/ggml-org/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-app
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama serve -hf 56m/MathQwen_3:Q5_K_M
# Run inference directly in the terminal:
./build/bin/llama cli -hf 56m/MathQwen_3:Q5_K_M
Use Docker
docker model run hf.co/56m/MathQwen_3:Q5_K_M
docker model run hf.co/56m/MathQwen_3: